Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 571–580 of 14297 papers

Title	Date	Tasks	Status	Hype
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction	Dec 2, 2021	Information RetrievalOpen-Domain Question Answering	CodeCode Available	2
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations	Jun 10, 2021	Instance Segmentationobject-detection	CodeCode Available	2
Omnizart: A General Toolbox for Automatic Music Transcription	Jun 1, 2021	Chord RecognitionDownbeat Tracking	CodeCode Available	2
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity Search	May 20, 2021	Information RetrievalRetrieval	CodeCode Available	2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models	Apr 17, 2021	Argument RetrievalBenchmarking	CodeCode Available	2
A Replication Study of Dense Passage Retriever	Apr 12, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning	Mar 2, 2021	BIG-bench Machine LearningImage Retrieval	CodeCode Available	2
Pyserini: An Easy-to-Use Python Toolkit to Support Replicable IR Research with Sparse and Dense Representations	Feb 19, 2021	Cultural Vocal Bursts Intensity PredictionInformation Retrieval	CodeCode Available	2
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision	Feb 11, 2021	Cross-Modal RetrievalFine-Grained Image Classification	CodeCode Available	2
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval	Jan 2, 2021	Claim VerificationQuestion Answering	CodeCode Available	2

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified